Reliability of ERA5 and ERA5-Land reanalysis data in the Canadian Prairies

被引:6
|
作者
Gheysari, Ali Fatolahzadeh [2 ]
Maghoul, Pooneh [1 ,2 ]
Ojo, E. RoTimi [3 ]
Shalaby, Ahmed [2 ]
机构
[1] Civil Geol & Min Engn Dept, Polytech Montreal, Montreal, PQ, Canada
[2] Univ Manitoba, Price Fac Engn, Dept Civil Engn, Winnipeg, MB, Canada
[3] Dept Agr, Govt Manitoba, Winnipeg, MB, Canada
关键词
BIG DATA;
D O I
10.1007/s00704-023-04771-z
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
Meteorological data are essential in precision agriculture in the Canadian Prairies and are often associated with spatiotemporal discontinuity and scarcity. Reanalysis data products aim to address this challenge and have recently gained popularity. The European Centre for Medium-Range Weather Forecasts' ERA5, and its high-resolution land component, ERA5-Land, are two reanalysis datasets that provide hourly estimates of many climate variables globally. This paper focuses on evaluating the performance of ERA5 and ERA5-Land over the Canadian prairies, utilizing data from 109 weather stations situated in southern Manitoba, Canada. Various variables are investigated at daily, monthly, and annual aggregation periods, including air temperature, ground temperature, soil water content, wind speed, precipitation, and evaporation. The datasets are evaluated regarding seasonal bias and spatial distribution of errors over the study area. Regression parameters are also presented to address the biases. Among the investigated variables, air temperature and wind speed exhibit the lowest errors. The evaluation further reveals an overall tendency to overpredict ground temperatures and precipitation while underpredicting evaporation. Based on these findings, the ERA5 and ERA5-Land datasets hold significant potential in applications such as climate-smart agriculture, energy demand analysis, assessing renewable energy resources, and facilitating sustainable urban development.
引用
下载
收藏
页码:3087 / 3098
页数:12
相关论文
共 50 条
  • [1] Reliability of ERA5 and ERA5-Land reanalysis data in the Canadian Prairies
    Ali Fatolahzadeh Gheysari
    Pooneh Maghoul
    E. RoTimi Ojo
    Ahmed Shalaby
    Theoretical and Applied Climatology, 2024, 155 : 3087 - 3098
  • [2] A first assessment of ERA5 and ERA5-Land reanalysis air temperature in Portugal
    Almeida, Manuel
    Coelho, Pedro
    INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2023, 43 (14) : 6643 - 6663
  • [3] Using the ERA5 and ERA5-Land reanalysis datasets for river water temperature modelling in a data-scarce region
    Gatien, Philippe
    Arsenault, Richard
    Martel, Jean-Luc
    St-Hilaire, Andre
    CANADIAN WATER RESOURCES JOURNAL, 2023, 48 (02) : 93 - 110
  • [4] Evaluation of ERA5 and ERA5-Land reanalysis precipitation datasets over Spain (1951-2020)
    Gomis-Cebolla, Jose
    Rattayova, Viera
    Salazar-Galan, Sergio
    Frances, Felix
    ATMOSPHERIC RESEARCH, 2023, 284
  • [5] Accuracy assessment of temperature trends from ERA5 and ERA5-Land
    Yilmaz, Meric
    SCIENCE OF THE TOTAL ENVIRONMENT, 2023, 856
  • [6] Spatio-temporal characteristics of hazardous weather affecting Chinese airports based on the ERA5/ERA5-land reanalysis dataset
    Lei, Ting
    Jin, Chenxi
    Qi, Chen
    FRONTIERS IN CLIMATE, 2022, 4
  • [7] Evaluating the Reliability of Air Temperature From ERA5 Reanalysis Data
    McNicholl, Barry
    Lee, Yee Hui
    Campbell, Abraham G.
    Dev, Soumyabrata
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2022, 19
  • [8] The ERA5 global reanalysis
    Hersbach, Hans
    Bell, Bill
    Berrisford, Paul
    Hirahara, Shoji
    Horanyi, Andras
    Munoz-Sabater, Joaquin
    Nicolas, Julien
    Peubey, Carole
    Radu, Raluca
    Schepers, Dinand
    Simmons, Adrian
    Soci, Cornel
    Abdalla, Saleh
    Abellan, Xavier
    Balsamo, Gianpaolo
    Bechtold, Peter
    Biavati, Gionata
    Bidlot, Jean
    Bonavita, Massimo
    De Chiara, Giovanna
    Dahlgren, Per
    Dee, Dick
    Diamantakis, Michail
    Dragani, Rossana
    Flemming, Johannes
    Forbes, Richard
    Fuentes, Manuel
    Geer, Alan
    Haimberger, Leo
    Healy, Sean
    Hogan, Robin J.
    Holm, Elias
    Janiskova, Marta
    Keeley, Sarah
    Laloyaux, Patrick
    Lopez, Philippe
    Lupu, Cristina
    Radnoti, Gabor
    de Rosnay, Patricia
    Rozum, Iryna
    Vamborg, Freja
    Villaume, Sebastien
    Thepaut, Jean-Noel
    QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY, 2020, 146 (730) : 1999 - 2049
  • [9] Evaluating the performance of key ERA-Interim, ERA5 and ERA5-Land climate variables across Siberia
    Clelland, Andrew A.
    Marshall, Gareth J.
    Baxter, Robert
    INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2024, 44 (07) : 2318 - 2342
  • [10] Evaluation of ERA5, ERA5-Land, GLDAS-2.1, and GLEAM potential evapotranspiration data over mainland China
    Xu, Chao
    Wang, Wen
    Hu, Yanjun
    Liu, Yongwei
    JOURNAL OF HYDROLOGY-REGIONAL STUDIES, 2024, 51